We can make a plugin pretty easily:
$.fn.filterData = function(key, value) {
return this.filter(function() {
return $(this).data(key) == value;
});
};
Usage (checking a radio button):
$('input[name=location_id]').filterData('my-data','data-val').prop('checked',true);